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Semantic Segmentation 벤치마크

Semantic Segmentation on LaRS

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13.9 29.95 46 62.05 78.1 2023-08 2026-09 KNet (Swin-T) — 71.3 (2023-08-18) SegFormer (MiT-B2) — 67.8 (2023-08-18) DeepLabv3 (ResNet-101) — 62.9 (2023-08-18) PointRend — 62.1 (2023-08-18) DeepLabv3+ (ResNet-101) — 61.0 (2023-08-18) STDC2 — 60.8 (2023-08-18) FCN (ResNet-101) — 60.2 (2023-08-18) WaSR (ResNet-101) — 59.5 (2023-08-18) STDC1 — 57.8 (2023-08-18) FCN (ResNet-50) — 53.6 (2023-08-18) Segmenter (ViT-B) — 52.6 (2023-08-18) BiSeNetv2 — 51.2 (2023-08-18) WODIS (ResNet-101) — 40.7 (2023-08-18) BiSeNetv1 (ResNet-50) — 39.4 (2023-08-18) IntCatchAI — 20.5 (2023-08-18) UNet — 13.9 (2023-08-18) KNet (Swin-T) — 71.3 (2023-08-18) SegFormer (MiT-B2) — 67.8 (2023-08-18) DeepLabv3 (ResNet-101) — 62.9 (2023-08-18) PointRend — 62.1 (2023-08-18) DeepLabv3+ (ResNet-101) — 61.0 (2023-08-18) STDC2 — 60.8 (2023-08-18) FCN (ResNet-101) — 60.2 (2023-08-18) WaSR (ResNet-101) — 59.5 (2023-08-18) STDC1 — 57.8 (2023-08-18) FCN (ResNet-50) — 53.6 (2023-08-18) Segmenter (ViT-B) — 52.6 (2023-08-18) BiSeNetv2 — 51.2 (2023-08-18) WODIS (ResNet-101) — 40.7 (2023-08-18) BiSeNetv1 (ResNet-50) — 39.4 (2023-08-18) IntCatchAI — 20.5 (2023-08-18) UNet — 13.9 (2023-08-18) SWIM^2 (Mask2Former) — 78.1 (2023-11-23) TransMari (Mask2Former) — 77.8 (2023-11-23) Mari-Mask2Former (Mask2Former) — 75.7 (2023-11-23) eWaSR — 56.5 (2023-11-23) SWIM^2 (Mask2Former) — 78.1 (2023-11-23) TransMari (Mask2Former) — 77.8 (2023-11-23) Mari-Mask2Former (Mask2Former) — 75.7 (2023-11-23) eWaSR — 56.5 (2023-11-23) KNet (Swin-T) — 71.3 (2023-08-18) SWIM^2 (Mask2Former) — 78.1 (2023-11-23)
RankModel QF1μmIoU PaperCodeYear
1 SWIM^2 (Mask2Former) 78.179.979.7 97.8 The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024 2023
2 TransMari (Mask2Former) 77.880.279.697.1 The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024 2023
3 Mari-Mask2Former (Mask2Former) 75.777.378.497.8 The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024 2023
4 KNet (Swin-T) 71.373.478.897.2 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
5 SegFormer (MiT-B2) 67.870.078.696.8 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
6 DeepLabv3 (ResNet-101) 62.966.177.595.2 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
7 PointRend 62.165.477.594.9 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
8 DeepLabv3+ (ResNet-101) 61.064.077.895.4 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
9 STDC2 60.864.376.594.5 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
10 FCN (ResNet-101) 60.263.477.495.0 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
11 WaSR (ResNet-101) 59.561.671.096.6 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
12 STDC1 57.861.875.693.6 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
13 eWaSR 56.558.967.896.0 The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024 2023
14 FCN (ResNet-50) 53.657.976.892.6 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
15 Segmenter (ViT-B) 52.655.272.295.1 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
16 BiSeNetv2 51.254.773.993.5 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
17 WODIS (ResNet-101) 40.747.563.085.7 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
18 BiSeNetv1 (ResNet-50) 39.442.873.392.2 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
19 IntCatchAI 20.544.962.445.6 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
20 UNet 13.915.475.790.1 LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark lojzezust/lars_evaluator · lojzezust/mmsegmentation-macvi 2023
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